Keras pattern finding between hash and word
I'm not quite sure it's possible. Hash functions are used to map an input to an output in a way that is not reversible. 

Many companies store a hash of your password on their servers so in case of a security breach they haven't given the adversaries a long list of passwords. 

As far as it goes for finding the exact hash of a word, it seems infeasible. 

Edit: Binary classification refers to the possible output being two possible states. A ten dimensional one-hot vector is not binary.